Audi A5 40 TFSI quattro S line

Confirmed findings · 1

Listing photo · plate hidden

How the agent worked · 12 steps

1. index_photosMuse Glimmer0.9 s

   Open-weight triage: Muse Glimmer on our own GPU indexes every photo (view, whole car, panels)

   model=muse-glimmer-30b indexed=96 failed=0 wholeCar=3 views={"front_left":10,"rear_left":14,"detail":18,"interior":24,"left":3,"underbody":6,"front":5,"rear":4,"rear_right":1,"engine":7,"front_right":4} picks=2083146c-3d

2. read_inspector_reportMuse Spark4.8 s

   Inspector text claims to cross-check vs photo/gauge

   claims=1 findings=1 rejectedQuotes=0

3. find_defectsSAM 3.1 + Muse Spark5.4 s

   Spark defect scan on the SAM car crop

   view=front panels=front_bumper,hood,front_left_fender,front_right_fender defects=0: none

4. find_defectsSAM 3.1 + Muse Spark7.4 s

   Spark defect scan on the SAM car crop

   view=rear_right panels=trunk,rear_bumper,roof,rear_right_fender,rear_right_door,front_right_door defects=0: none

5. find_defectsSAM 3.1 + Muse Spark10.0 s

   Spark defect scan on the SAM car crop

   view=front_left panels=front_bumper,hood,front_left_fender,front_left_door,rear_left_door,rear_left_fender,roof defects=0: none

6. transcribe_noteMuse Voice Transcribe + Muse Spark26.1 s

   Inspector voice: spoken gauge readings with verbatim quotes

   chunks=25 readings=0 findings=0 conflicts=none paint={}

7. analyze_paint_readingsrules0.0 s

   Deterministic paint classification (≤150/151–220/>220 µm)

   readings=0 paintFindings=0: none

8. estimate_landed_costmanager quote0.0 s

   Landed cost policy check (no invented numbers)

   {"status":"manager_quote_required"}

9. make_listing_photoSAM 3.1 + Muse Image20.4 s

   Listing photo with plate hidden (never evidence)

   url=/generated/audi-a5-2005/2083146c-3d42-4105-bfac-4d3608310f33.JPG-listing.jpg plateHidden=true backgroundEdited=false vehicle_pixels_changed: meanDiff 23.59 > 10

10. finalize_reportMuse Spark0.0 s

    Assemble verified report and verdict

    finalizing

11. verifierMuse Spark Open3.7 s

    rear_bumper/repaint supported=true conf=0.95 model=meta-models/muse-spark-open-1026

12. make_listing_photoSAM 3.1 + Muse Image26.5 s

    Listing photo with plate hidden (never evidence)

    re-picked whole-car photo (rear_right): url=/generated/audi-a5-2005/5551a374-adca-450e-8de4-ae13b1a1fa33.JPG-listing.jpg plateHidden=true

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